Publication Type
Conference Proceeding Article
Version
acceptedVersion
Publication Date
11-2001
Abstract
In the pickup and delivery problem with time windows (PDPTW), vehicles have to transport loads from origins to destinations respecting capacity and time constraints. In this paper, we present a two-phase method to solve the PDPTW. In the first phase, we apply a novel construction heuristics to generate an initial solution. In the second phase, a tabu search method is proposed to improve the solution. Another contribution of this paper is a strategy to generate good problem instances and benchmarking solutions for PDPTW, based on Solomon's benchmark test cases for VRPTW. Experimental results show that our approach yields very good solutions when compared with the benchmarking solutions.
Keywords
Pickup and delivery problem, vehicle routing problem, tabu search, test case generation
Discipline
Artificial Intelligence and Robotics | Operations Research, Systems Engineering and Industrial Engineering
Publication
Proceedings of the 13th IEEE International Conference on Tools with Artificial Intelligence ICTAI 2001, November 7-9, Dallas, Texas
First Page
333
Last Page
340
ISBN
9780769514178
Identifier
10.1109/ICTAI.2001.974481
Publisher
IEEE
City or Country
Piscataway, NJ
Citation
LAU, Hoong Chuin and LIANG, Zhe.
Pickup and delivery problem with time windows: Algorithms and test case generation. (2001). Proceedings of the 13th IEEE International Conference on Tools with Artificial Intelligence ICTAI 2001, November 7-9, Dallas, Texas. 333-340.
Available at: https://ink.library.smu.edu.sg/sis_research/1119
Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-No Derivative Works 4.0 International License.
Additional URL
http://doi.org/10.1109/ICTAI.2001.974481
Included in
Artificial Intelligence and Robotics Commons, Operations Research, Systems Engineering and Industrial Engineering Commons
Comments
IEEE Computer Society Press,Dallas, Texas, United States